"Curse of Anubis" does not apply to monsters that are Summoned after "Curse of Anubis"' effect is applied.
If "Book of Moon" is chained to "Curse of Anubis" to flip a monster face-down, the effect of "Curse of Anubis" is not applied to the monster that was flipped face-down.